Bachelors Programs

Row

students who entered university between 2009 and 2014

10387

studying or with a suspended enrollment (in 2017)

1672

graduated by 2017

1909

evaded between 2009 and 2017

6806

Row

Higher Education Institutions with Statistics courses by State

Dropout rates by State

Row

Dropout rate

Dropout, graduation and censorship rates among students of Statistics courses according to Higher Education Institution in ascending order of dropout (%).
Ranking Higher Education Institution Dropout Graduation Attending or suspended
1 Universidade Federal do Para 28.00 30.00 42.00
2 Universidade Federal de Juiz de Fora 29.79 36.17 34.04
3 Universidade de São Paulo 41.22 28.78 30.00
4 Universidade Estadual Paulista Júlio de Mesquita Filho 42.46 37.43 20.11
5 Universidade De Brasília 49.70 33.33 16.97
6 Universidade Estadual de Campinas 51.50 33.76 14.74
7 Universidade Federal do Rio de Janeiro 53.33 22.00 24.67
8 Universidade do Estado do Rio de Janeiro 55.04 19.96 25.00
9 Universidade Federal de Minas Gerais 55.89 30.82 13.29
10 Centro Universitário Capital 56.32 43.68 0.00
11 Universidade Federal do Parana 59.42 21.50 19.08
12 Universidade Federal de São Carlos 60.89 25.70 13.41
13 Universidade Federal do Rio Grande do Sul 63.48 22.90 13.62
14 Universidade Federal da Bahia 64.00 14.40 21.60
15 Universidade Federal do Espirito Santo 66.45 12.26 21.29
16 Universidade Federal Fluminense 66.74 17.48 15.78
17 Universidade Federal de Pernambuco 69.72 14.79 15.49
18 Universidade Federal de Mato Grosso 70.00 6.86 23.14
19 Universidade Estadual de Maringá 70.86 14.57 14.57
20 Universidade Federal de Santa Maria 72.41 10.34 17.24
21 Fundação Universidade Federal de Rondônia 72.64 7.09 20.27
22 Escola Nacional de Ciências Estatísticas 73.59 16.38 10.03
23 Universidade Federal de Uberlândia 74.13 10.41 15.46
24 Universidade Federal de Goiás 74.53 8.70 16.77
25 Universidade Federal do Ceara 74.68 14.58 10.74
26 Universidade Federal do Amazonas 76.22 9.79 13.99
27 Universidade Federal do Rio Grande do Norte 76.82 15.89 7.28
28 Universidade Estadual da Paraíba 77.47 9.05 13.49
29 Universidade Federal de Ouro Preto 77.74 14.72 7.55
30 Universidade Federal de Sergipe 78.28 7.16 14.56
31 Universidade Federal da Paraíba 79.36 12.46 8.19
32 Universidade Federal do Piauí 81.01 13.13 5.87
33 Universidade Federal de Campina Grande 87.86 10.71 1.43

Number of students

Number of Statistics students according to the Higher Education Institution and the situation at the end of the study.
Higher Education Institution Dropout Graduation Attending or suspended Total
Universidade Federal do Para 70 75 105 250
Universidade Federal de Juiz de Fora 14 17 16 47
Universidade de São Paulo 202 141 147 490
Universidade Estadual Paulista Júlio de Mesquita Filho 76 67 36 179
Universidade De Brasília 246 165 84 495
Universidade Estadual de Campinas 241 158 69 468
Universidade Federal do Rio de Janeiro 80 33 37 150
Universidade do Estado do Rio de Janeiro 251 91 114 456
Universidade Federal de Minas Gerais 185 102 44 331
Centro Universitário Capital 49 38 0 87
Universidade Federal do Parana 246 89 79 414
Universidade Federal de São Carlos 218 92 48 358
Universidade Federal do Rio Grande do Sul 219 79 47 345
Universidade Federal da Bahia 80 18 27 125
Universidade Federal do Espirito Santo 103 19 33 155
Universidade Federal Fluminense 313 82 74 469
Universidade Federal de Pernambuco 99 21 22 142
Universidade Federal de Mato Grosso 245 24 81 350
Universidade Estadual de Maringá 107 22 22 151
Universidade Federal de Santa Maria 168 24 40 232
Fundação Universidade Federal de Rondônia 215 21 60 296
Escola Nacional de Ciências Estatísticas 521 116 71 708
Universidade Federal de Uberlândia 235 33 49 317
Universidade Federal de Goiás 240 28 54 322
Universidade Federal do Ceara 292 57 42 391
Universidade Federal do Amazonas 218 28 40 286
Universidade Federal do Rio Grande do Norte 232 48 22 302
Universidade Estadual da Paraíba 471 55 82 608
Universidade Federal de Ouro Preto 206 39 20 265
Universidade Federal de Sergipe 328 30 61 419
Universidade Federal da Paraíba 223 35 23 281
Universidade Federal do Piauí 290 47 21 358
Universidade Federal de Campina Grande 123 15 2 140

About

The application

The purpose of this application is to facilitate the visualization of the geographical distribution of dropout rates in Statistics courses, considering admissions between 2009 and 2014. Interactive maps are presented containing information on the number of Higher Education Institutions and dropout rates by State. In addition, a complete list of institutions offering the aforementioned courses and a dropout ranking is available. This application is one of the results of the article entitled ‘’Models of statistical learning to predict dropout in higher education courses in statistics in Brazil’’, which was submitted in the magazine Gestão & Produção - ISSN: 0104-530X (Print) and 1806- 9649 (Online).

Data source

The data come from the Census of Higher Education, which is annually hold by INEP (National Institute of Educational Studies and Research) (Brazil, 2019) and are available at http://portal.inep.gov.br/basica-levantamentos-acessar.

The target public was the students who entered, between 2009 and 2014, in bachelor’s degree in Statistics, in Brazil, which are followed in the following Census, until 2017.The latest date for ingress (2014) was defined considering a timely manner for the course completion.

The students were classified in three categories:

  1. Drop Out: students whose last enrollment is under the situation “disconnected from the course” or “transferred to another course from the same IES”.

  2. Graduated: students who concluded graduation.

  3. Censorship: students whose last enrollment is under the situation “dead”, “withdrawn enrollment”, “probable undergraduate” or “coursing”.

The following up is done through the unique identification code which is generated by INEP and made available in the database from the Census.